Left Ventricular Assist Devices for Destination Therapy: A Health Technology Assessment.
Bibliographic record
Abstract
BACKGROUND: Left ventricular assist devices (LVADs) provide circulatory support to assist the damaged left ventricle in patients with end-stage heart failure. Implantation of an LVAD is sometimes a last resort for patients with end stage heart failure who are ineligible for heart transplantation (destination therapy). First-generation LVADs used pulsatile pumps to mimic the natural pulsing action of the heart. Implanted second-generation LVADs use a rapidly spinning rotor to produce a continuous flow of blood into the systemic arterial system. OBJECTIVES: Our objectives were to: Determine the clinical effectiveness of LVADs for destination therapy for patients with end-stage heart failure who are ineligible for heart transplantationEstimate the cost-effectiveness of destination-therapy LVAD for patients with end-stage heart failure who are ineligible for heart transplantation and to estimate the potential budget impact for the Ontario Ministry of Health and Long-Term Care over the next 5 years. METHODS: We performed a narrative review of the clinical and economic literature for effectiveness and cost-effectiveness and a budget impact analysis from the perspective of the Ministry of Health and Long-Term Care. We did not conduct a meta-analysis of the clinical evidence owing to differences in the type of LVADs included in the studies. RESULTS: Three systematic reviews and one observational study contributed to the clinical evidence. Three economic reviews contributed to the economic evidence. There is moderate quality evidence that treatment with continuous-flow LVADs improves survival but has higher adverse events rates compared with drug therapy. Low quality evidence suggests treatment with a continuous-flow LVADs improves quality of life. The incremental cost-effectiveness ratio associated with destination-therapy LVAD over optimal medical management is relatively high and exceeds the traditionally accepted thresholds ($50,000 to $100,000 per quality-adjusted life-year). The estimated net budget impact is $13.6 million in 2015, $20.7 million in 2016, $27.8 million in 2017, $35.8 million in 2018, and $45.0 million in 2019. CONCLUSIONS: For patients with end-stage heart failure who are ineligible for heart transplantation, permanent treatment with continuous-flow LVADs is effective at improving survival and quality of life compared with drug therapy. However, permanent continuous-flow devices have higher adverse event rates than drug therapy. Although it improves survival and quality of life, the device itself and the surgery to implant it are very expensive.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".